SeaEvo: Advancing Algorithm Discovery with Strategy Space Evolution explores A novel strategy-space layer for LLM-driven program search that enhances evolutionary algorithms by treating natural language strategy descriptions as first-class evolutionary state.. Commercial viability score: 7/10 in LLM-Guided Evolutionary Search.
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This route is the stable paper-level surface for citations, viability, references, and downstream handoffs. Use it as the proof layer behind Signal Canvas, workspace creation, and launch-pack generation.
Page Freshness
Canonical route: /paper/seaevo-advancing-algorithm-discovery-with-strategy-space-evolution
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
Canonical ID seaevo-advancing-algorithm-discovery-with-strategy-space-evolution | Route /paper/seaevo-advancing-algorithm-discovery-with-strategy-space-evolution
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/seaevo-advancing-algorithm-discovery-with-strategy-space-evolutionMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.24372"
}
}source_context
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"mode": "paper",
"query": "SeaEvo: Advancing Algorithm Discovery with Strategy Space Evolution",
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"route": "/paper/seaevo-advancing-algorithm-discovery-with-strategy-space-evolution",
"paper_ref": "seaevo-advancing-algorithm-discovery-with-strategy-space-evolution",
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"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/seaevo-advancing-algorithm-discovery-with-strategy-space-evolution
Subject: SeaEvo: Advancing Algorithm Discovery with Strategy Space Evolution
Verdict
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
Time to first demo
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Structured compute envelope
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Constellation, claims, and market context stay visible on the paper proof page even when commercialization rails are held back for incomplete proof receipts.
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Preparing verified analysis
Dimensions overall score 7.0
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Receipt path
/buildability/seaevo-advancing-algorithm-discovery-with-strategy-space-evolution
Paper ref
seaevo-advancing-algorithm-discovery-with-strategy-space-evolution
arXiv id
2604.24372
Generated at
2026-04-28T15:17:56.398Z
Evidence freshness
fresh
Last verification
2026-04-28T15:17:56.398Z
Sources
3
References
0
Coverage
50%
Lineage hash
286da0222aa16f5122eedfa992d85110d6562581b9afd85f63cad15b34ac3ed2
Canonical opportunity-kernel lineage hash.
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
Verification is blocked until an external signature is provided.
Pending verification refs / 3 sources / Verification pending
repo_url
references
This equation captures one of the core mathematical components of the system. At = {(Pi, si)} with si = f(Pi) is maintained under a fixed capacity: an LLM prompt is constructed
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This equation captures one of the core mathematical components of the system. Gt = {Pparent, P intra, P cross}, combining exploitation of the current direction, in-family variation
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This equation captures one of the core mathematical components of the system. After warm-up (t ≥K), let Sc∗denote the cluster containing Pparent. SER selects one intra-cluster
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